GLUE and SuperGLUE: Standardized Evaluation for Language Understanding
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GLUE and SuperGLUE: Standardized Evaluation for Language Understanding

Michael Brenndoerfer•November 2, 2025•15 min read•3,584 words•Interactive

A comprehensive guide to GLUE and SuperGLUE benchmarks introduced in 2018. Learn how these standardized evaluation frameworks transformed language AI research, enabled meaningful model comparisons, and became essential tools for assessing general language understanding capabilities.

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Reference

BIBTEXAcademic
@misc{glueandsupergluestandardizedevaluationforlanguageunderstanding, author = {Michael Brenndoerfer}, title = {GLUE and SuperGLUE: Standardized Evaluation for Language Understanding}, year = {2025}, url = {https://mbrenndoerfer.com/writing/glue-superglue-standardized-evaluation-language-understanding}, organization = {mbrenndoerfer.com}, note = {Accessed: 2025-11-02} }
APAAcademic
Michael Brenndoerfer (2025). GLUE and SuperGLUE: Standardized Evaluation for Language Understanding. Retrieved from https://mbrenndoerfer.com/writing/glue-superglue-standardized-evaluation-language-understanding
MLAAcademic
Michael Brenndoerfer. "GLUE and SuperGLUE: Standardized Evaluation for Language Understanding." 2025. Web. 11/2/2025. <https://mbrenndoerfer.com/writing/glue-superglue-standardized-evaluation-language-understanding>.
CHICAGOAcademic
Michael Brenndoerfer. "GLUE and SuperGLUE: Standardized Evaluation for Language Understanding." Accessed 11/2/2025. https://mbrenndoerfer.com/writing/glue-superglue-standardized-evaluation-language-understanding.
HARVARDAcademic
Michael Brenndoerfer (2025) 'GLUE and SuperGLUE: Standardized Evaluation for Language Understanding'. Available at: https://mbrenndoerfer.com/writing/glue-superglue-standardized-evaluation-language-understanding (Accessed: 11/2/2025).
SimpleBasic
Michael Brenndoerfer (2025). GLUE and SuperGLUE: Standardized Evaluation for Language Understanding. https://mbrenndoerfer.com/writing/glue-superglue-standardized-evaluation-language-understanding
Michael Brenndoerfer

About the author: Michael Brenndoerfer

All opinions expressed here are my own and do not reflect the views of my employer.

Michael currently works as an Associate Director of Data Science at EQT Partners in Singapore, where he drives AI and data initiatives across private capital investments.

With over a decade of experience spanning private equity, management consulting, and software engineering, he specializes in building and scaling analytics capabilities from the ground up. He has published research in leading AI conferences and holds expertise in machine learning, natural language processing, and value creation through data.

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